// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4080 run BiRNA-BERT?

Yes โ€” here's how fast and up to what context, with real measured numbers.

BiRNA-BERT on the NVIDIA GeForce RTX 4080

QuantFits?Max contextSpeedBeyond context
FP16 yes 198k 2296.1-2736.4 t/s ~124.8-148.7 (slow)
Q8 yes 200k 4592.1-5472.8 t/s ~249.6-297.4 (slow)
Q4 yes 201k 8200.2-9772.9 t/s ~445.7-531.1 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.

FAQ

Can the NVIDIA GeForce RTX 4080 run BiRNA-BERT?โ–ถ

Yes. At Q4 it generates ~8200.2-9772.9 tok/s and fits up to 201k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~445.7-531.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 201k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.